Table 1.
Comparison of denoising performance between BM3D filter and deep learning models.
Model | Evaluation metrics | |
---|---|---|
PSNR | SSIM | |
BM3D | ||
DN | ||
N2N | ||
W5 |
Paired t-test | P-value | |
---|---|---|
PSNR | SSIM | |
N2N vs BM3D | 0.045* | 0.016* |
N2N vs DN | 0.0059* | 0.027* |
N2N vs W5 | 0.00035* | 0.016* |
The average and standard deviation of each metric over five test images are shown. The N2N shows the significant difference from the others in a paired t-test (, ) using the Bonferroni–Holm correction. N2N showed the highest performance for both metrics. * means significant difference after the Bonferroni–Holm correction ().